Your rig
CPU only · DDR4 dual-channel · 32 GB
DDR4-3200 · 51 GB/s · 25.6 GB usable of 32 GB system RAM
Which one should I actually run?
Best models for your CPU only · DDR4 dual-channel
What do you want to do? Each row is the best-ranked model on that use case's shortlist that fits at Q2_K and 128K. The ordering is editorial; the sizes and speeds are computed. How the shortlists work.
All
General assistantCodingReasoning & mathsWritingVisionAgents & tool useTranslationLow latencyLong context
| Recommendation | Model | Why | Quant · total | Tok/s est. | |
|---|---|---|---|---|---|
| Best overall | Qwen3.8 27B New this week Alibaba · Apache 2.0 |
Best capability per gigabyte: a current-generation dense 27B with vision and 262K context. | Q2_K · 19.4 GB | 2.0 | Runs great |
| Best for coding | Qwen3.8 27B New this week Alibaba · Apache 2.0 |
Terminal-Bench 73, DeepSWE 42 — a generation ahead of anything else that fits 24 GB. | Q2_K · 19.4 GB | 2.0 | Runs great |
| Best reasoning | Qwen3.8 27B New this week Alibaba · Apache 2.0 |
Thinking mode plus the best agentic reasoning at 24 GB. | Q2_K · 19.4 GB | 2.0 | Runs great |
| Best for writing | Gemma 4 26B-A4B Google · Apache 2.0 |
Gemma 4 prose at MoE speed, with room for a long draft in context. | Q2_K · 16.1 GB | 6.4 | Runs great |
| Best vision | Qwen3.8 27B New this week Alibaba · Apache 2.0 |
Image and video in, OSWorld 84 — the strongest local vision-language model at 24 GB. | Q2_K · 19.4 GB | 2.0 | Runs great |
| Best for agents | Qwen3.8 27B New this week Alibaba · Apache 2.0 |
Computer use and tool calling are what 3.8 was trained for (OSWorld 84). | Q2_K · 19.4 GB | 2.0 | Runs great |
| Best translation | Qwen3.8 27B New this week Alibaba · Apache 2.0 |
119 languages, and Qwen translations read as idiomatic rather than literal. | Q2_K · 19.4 GB | 2.0 | Runs great |
| Fastest good model | Qwen3.6 35B-A3B Alibaba · Apache 2.0 |
3.3B active per token: the fastest model that still competes with dense 27Bs. | Q2_K · 17.1 GB | 7.4 | Runs great |
| Best long context | Qwen3.8 27B New this week Alibaba · Apache 2.0 |
262K native, and only 16 of 64 blocks keep a KV cache — long context is cheap here. | Q2_K · 19.4 GB at 128K context |
2.0 | Runs great |
Everything that fits
Runs great
41 of 76 · fits with headroom for a longer prompt| Model | Params | Quant | Weights | +KV 128K | Total | VRAM headroom | Tok/s | Runtime | |
|---|---|---|---|---|---|---|---|---|---|
| Qwen3.6 35B-A3B | 35.9B MoE / 3.3B act | Q2_K | 14.0 GB | 2.50 GB | 17.1 GB |
8.5 GB free
|
7.4 | llama.cpp | Run |
| Ornith 1.5 35B-A3B New this week | 35.9B MoE / 3.3B act | Q2_K | 14.0 GB | 2.50 GB | 17.1 GB |
8.5 GB free
|
7.4 | llama.cpp | Run |
| Olmo 3.1 32B Instruct | 32.2B | Q2_K | 12.6 GB | 4.75 GB | 17.9 GB |
7.7 GB free
|
1.7 | llama.cpp | Run |
| Nemotron 3.5 Lightning 30B-A3B New | 31.6B MoE / 3.2B act | Q2_K | 12.3 GB | 0.75 GB | 13.7 GB |
11.9 GB free
|
7.6 | llama.cpp | Run |
| GLM-4.7-Flash 30B-A3B | 31.2B MoE / 3B act | Q2_K | 12.2 GB | 6.61 GB | 19.4 GB |
6.2 GB free
|
8.1 | llama.cpp | Run |
| Muse Glimmer 30B New | 29.8B | Q2_K | 11.6 GB | 1.70 GB | 13.9 GB |
11.7 GB free
|
1.8 | llama.cpp | Run |
| Qwen3.8 27B New this week | 27.8B | Q2_K | 10.8 GB | 8.00 GB | 19.4 GB |
6.2 GB free
|
2.0 | llama.cpp | Run |
| Qwen3.6 27B | 27.8B | Q2_K | 10.8 GB | 8.00 GB | 19.4 GB |
6.2 GB free
|
2.0 | llama.cpp | Run |
| Gemma 3 27B | 27.4B | Q2_K | 10.7 GB | 10.41 GB | 21.7 GB |
3.9 GB free
|
2.0 | llama.cpp | Run |
| Gemma 4 26B-A4B | 26.5B MoE / 3.8B act | Q2_K | 10.3 GB | 5.20 GB | 16.1 GB |
9.5 GB free
|
6.4 | llama.cpp | Run |
| gpt-oss 20B | 20.9B MoE / 3.6B act | MXFP4 | 10.8 GB | 3.00 GB | 14.4 GB |
11.2 GB free
|
5.1 | llama.cpp | Run |
| Phi-4 14B | 14.7B | Q2_K | 5.7 GB | 3.13 GB | 9.5 GB |
16.1 GB free
|
3.7 | llama.cpp | Run |
| Gemma 3 12B | 12.2B | Q2_K | 4.8 GB | 8.31 GB | 13.7 GB |
11.9 GB free
|
4.5 | llama.cpp | Run |
| Gemma 4 12B | 12B | Q2_K | 4.7 GB | 8.31 GB | 13.6 GB |
12.0 GB free
|
4.6 | llama.cpp | Run |
| Qwen3.5 9B | 9.65B | Q2_K | 3.8 GB | 4.00 GB | 8.4 GB |
17.2 GB free
|
5.7 | llama.cpp | Run |
| Ornith 1.5 9B New this week | 9.41B | Q2_K | 3.7 GB | 4.00 GB | 8.3 GB |
17.3 GB free
|
5.8 | llama.cpp | Run |
| Ministral 3 8B | 8.92B | Q2_K | 3.5 GB | 17.00 GB | 21.1 GB |
4.5 GB free
|
6.1 | llama.cpp | Run |
| LFM2.5 8B-A1B | 8.47B MoE / 1.5B act | Q2_K | 3.3 GB | 1.46 GB | 5.4 GB |
20.2 GB free
|
16 | llama.cpp | Run |
| Fara 7B | 8.29B | Q2_K | 3.2 GB | 6.84 GB | 10.7 GB |
14.9 GB free
|
6.6 | llama.cpp | Run |
| Llama 3.1 8B Instruct | 8.03B | Q2_K | 3.1 GB | 16.00 GB | 19.7 GB |
5.9 GB free
|
6.8 | llama.cpp | Run |
| Gemma 4 E4B | 8.0B | Q2_K | 3.1 GB | 1.78 GB | 5.5 GB |
20.1 GB free
|
6.9 | llama.cpp | Run |
| Ling 3.0 Tiny 7.9B-A1.3B New | 7.9B MoE / 1.3B act | Q2_K | 3.1 GB | 0.84 GB | 4.5 GB |
21.1 GB free
|
19 | llama.cpp | Run |
| DeepSeek-R1-Distill-Qwen 7B | 7.62B | Q2_K | 3.0 GB | 7.00 GB | 10.6 GB |
15.0 GB free
|
7.2 | llama.cpp | Run |
| Qwen2.5-Coder 7B | 7.62B | Q2_K | 3.0 GB | 7.00 GB | 10.6 GB |
15.0 GB free
|
7.2 | llama.cpp | Run |
| Olmo 3 7B Instruct | 7.3B | Q2_K | 2.8 GB | 9.50 GB | 12.9 GB |
12.7 GB free
|
7.5 | llama.cpp | Run |
| Mistral 7B Instruct v0.3 | 7.25B | Q2_K | 2.8 GB | 4.00 GB | 7.4 GB |
18.2 GB free
|
7.6 | llama.cpp | Run |
| Gemma 4 E2B | 5.1B | Q2_K | 2.0 GB | 0.89 GB | 3.5 GB |
22.1 GB free
|
11 | llama.cpp | Run |
| Qwen3.5 4B | 4.66B | Q2_K | 1.8 GB | 4.00 GB | 6.4 GB |
19.2 GB free
|
12 | llama.cpp | Run |
| Gemma 3 4B | 4.3B | Q2_K | 1.7 GB | 3.11 GB | 5.4 GB |
20.2 GB free
|
13 | llama.cpp | Run |
| Qwen3 4B | 4.02B | Q2_K | 1.6 GB | 4.50 GB | 6.7 GB |
18.9 GB free
|
14 | llama.cpp | Run |
| Ministral 3 3B | 3.85B | Q2_K | 1.5 GB | 13.00 GB | 15.1 GB |
10.5 GB free
|
14 | llama.cpp | Run |
| Phi-4-mini 3.8B | 3.84B | Q2_K | 1.5 GB | 16.00 GB | 18.1 GB |
7.5 GB free
|
14 | llama.cpp | Run |
| Granite 4.1 3B | 3.4B | Q2_K | 1.3 GB | 10.00 GB | 11.9 GB |
13.7 GB free
|
16 | llama.cpp | Run |
| Llama 3.2 3B Instruct | 3.21B | Q2_K | 1.3 GB | 14.00 GB | 15.9 GB |
9.7 GB free
|
17 | llama.cpp | Run |
| LFM2.5 2.6B New | 2.7B | Q2_K | 1.1 GB | 2.00 GB | 3.7 GB |
21.9 GB free
|
20 | llama.cpp | Run |
| Qwen3.5 2B | 2.27B | Q2_K | 0.9 GB | 1.50 GB | 3.0 GB |
22.6 GB free
|
24 | llama.cpp | Run |
| Qwen3 1.7B | 1.72B | Q2_K | 0.7 GB | 3.50 GB | 4.8 GB |
20.8 GB free
|
32 | llama.cpp | Run |
| Llama 3.2 1B Instruct | 1.24B | Q2_K | 0.5 GB | 4.00 GB | 5.1 GB |
20.5 GB free
|
44 | llama.cpp | Run |
| Gemma 3 1B | 1.0B | Q2_K | 0.4 GB | 0.14 GB | 1.1 GB |
24.5 GB free
|
55 | llama.cpp | Run |
| Qwen3.5 0.8B | 0.87B | Q2_K | 0.3 GB | 1.50 GB | 2.4 GB |
23.2 GB free
|
63 | llama.cpp | Run |
| Qwen3 0.6B | 0.6B | Q2_K | 0.2 GB | 3.50 GB | 4.3 GB |
21.3 GB free
|
91 | llama.cpp | Run |
Runs — tight
5 models · fits at 128K, drop context or quant to go longer| Model | Params | Quant | Weights | +KV 128K | Total | VRAM headroom | Tok/s | Runtime | |
|---|---|---|---|---|---|---|---|---|---|
| Qwen3 30B-A3B | 30.5B MoE / 3.3B act | Q2_K | 11.9 GB | 12.00 GB | 24.5 GB |
1.1 GB free
|
7.4 | llama.cpp | Run |
| Qwen3 Coder 30B-A3B | 30.5B MoE / 3.3B act | Q2_K | 11.9 GB | 12.00 GB | 24.5 GB |
1.1 GB free
|
7.4 | llama.cpp | Run |
| Mistral NeMo 12B | 12.2B | Q2_K | 4.8 GB | 20.00 GB | 25.4 GB |
0.2 GB free
|
4.5 | llama.cpp | Run |
| Granite 4.1 8B | 8.79B | Q2_K | 3.4 GB | 20.00 GB | 24.0 GB |
1.6 GB free
|
6.2 | llama.cpp | Run |
| Qwen3 8B | 8.19B | Q2_K | 3.2 GB | 18.00 GB | 21.8 GB |
3.8 GB free
|
6.7 | llama.cpp | Run |
Won't fit in VRAM
30 models · some are possible with CPU offload| Model | Params | Quant | Weights | +KV 128K | Total | Over budget | Tok/s | Runtime | |
|---|---|---|---|---|---|---|---|---|---|
| Kimi K3 2.8T-A104B New | 2780B MoE / 104B act | Q2_K | 1084.2 GB | 3.38 GB | 1088.2 GB | +1062.6 GB | ~0.2 | llama.cpp | Why |
| Qwen3.8 2.4T-A95B New | 2446B MoE / 95B act | Q2_K | 953.9 GB | 11.50 GB | 966.0 GB | +940.4 GB | ~0.3 | llama.cpp | Why |
| DeepSeek V4 Pro 1.6T-A49B New | 1650B MoE / 49B act | Q2_K | 643.5 GB | 8.58 GB | 652.7 GB | +627.1 GB | ~0.5 | llama.cpp | Why |
| Kimi K2.6 1T-A32B | 1027B MoE / 32B act | Q2_K | 400.5 GB | 8.58 GB | 409.7 GB | +384.1 GB | ~0.8 | llama.cpp | Why |
| GLM-5.2 744B-A40B | 753B MoE / 40B act | Q2_K | 293.7 GB | 10.97 GB | 305.2 GB | +279.6 GB | ~0.6 | llama.cpp | Why |
| DeepSeek-R1 671B | 671B MoE / 37B act | Q2_K | 261.7 GB | 8.58 GB | 270.9 GB | +245.3 GB | ~0.7 | llama.cpp | Why |
| Qwen3.5 397B-A17B | 403B MoE / 17B act | Q2_K | 157.2 GB | 3.75 GB | 161.5 GB | +135.9 GB | ~1.4 | llama.cpp | Why |
| Ornith 1.5 397B-A17B New this week | 397B MoE / 17B act | Q2_K | 154.8 GB | 3.75 GB | 159.2 GB | +133.6 GB | ~1.4 | llama.cpp | Why |
| DeepSeek V4 Flash 284B-A13B New | 284B MoE / 13B act | Q2_K | 110.8 GB | 6.05 GB | 117.4 GB | +91.8 GB | ~1.9 | llama.cpp | Why |
| Qwen3 235B-A22B | 235B MoE / 22B act | Q2_K | 91.6 GB | 23.50 GB | 115.7 GB | +90.1 GB | ~1.1 | llama.cpp | Why |
| Qwen3.5 122B-A10B | 125B MoE / 10B act | Q2_K | 48.7 GB | 3.00 GB | 52.3 GB | +26.7 GB | ~2.4 | llama.cpp | Why |
| Nemotron 3 Super 120B-A12B | 124B MoE / 12B act | Q2_K | 48.4 GB | 1.00 GB | 50.0 GB | +24.4 GB | ~2.0 | llama.cpp | Why |
| Ling 3.0 Flash 124B-A5B New | 124B MoE / 5.1B act | Q2_K | 48.4 GB | 0.98 GB | 49.9 GB | +24.3 GB | ~4.8 | llama.cpp | Why |
| Mistral Small 4 119B-A6B | 119B MoE / 6.5B act | Q2_K | 46.4 GB | 2.81 GB | 49.8 GB | +24.2 GB | ~3.7 | llama.cpp | Why |
| gpt-oss 120B | 117B MoE / 5.1B act | MXFP4 | 60.5 GB | 4.50 GB | 65.6 GB | +40.0 GB | ~3.6 | llama.cpp | Why |
| Llama 4 Scout 109B-A17B | 109B MoE / 17B act | Q2_K | 42.5 GB | 7.13 GB | 50.2 GB | +24.6 GB | ~1.4 | llama.cpp | Why |
| Llama 3.3 70B Instruct | 70.6B | Q2_K | 27.5 GB | 40.00 GB | 68.1 GB | +42.5 GB | ~0.8 | llama.cpp | Why |
| DeepSeek-R1-Distill-Llama 70B | 70.6B | Q2_K | 27.5 GB | 40.00 GB | 68.1 GB | +42.5 GB | ~0.8 | llama.cpp | Why |
| LLM-jp 4 33B Thinking New this week | 33.2B | Q2_K | 12.9 GB | 16.00 GB | 29.5 GB | +3.9 GB | ~1.7 | llama.cpp | Why |
| Qwen3 32B | 32.8B | Q2_K | 12.8 GB | 32.00 GB | 45.4 GB | +19.8 GB | ~1.7 | llama.cpp | Why |
| DeepSeek-R1-Distill-Qwen 32B | 32.8B | Q2_K | 12.8 GB | 32.00 GB | 45.4 GB | +19.8 GB | ~1.7 | llama.cpp | Why |
| Qwen2.5-Coder 32B | 32.8B | Q2_K | 12.8 GB | 32.00 GB | 45.4 GB | +19.8 GB | ~1.7 | llama.cpp | Why |
| Gemma 4 31B | 31.3B | Q2_K | 12.2 GB | 20.78 GB | 33.6 GB | +8.0 GB | ~1.8 | llama.cpp | Why |
| Granite 4.1 30B | 28.9B | Q2_K | 11.3 GB | 32.00 GB | 43.9 GB | +18.3 GB | ~1.9 | llama.cpp | Why |
| Devstral Small 2 24B | 24B | Q2_K | 9.4 GB | 20.00 GB | 30.0 GB | +4.4 GB | ~2.3 | llama.cpp | Why |
| Mistral Small 3.2 24B | 23.6B | Q2_K | 9.2 GB | 20.00 GB | 29.8 GB | +4.2 GB | ~2.3 | llama.cpp | Why |
| Qwen3 14B | 14.8B | Q2_K | 5.8 GB | 20.00 GB | 26.4 GB | +0.8 GB | ~3.7 | llama.cpp | Why |
| DeepSeek-R1-Distill-Qwen 14B | 14.8B | Q2_K | 5.8 GB | 24.00 GB | 30.4 GB | +4.8 GB | ~3.7 | llama.cpp | Why |
| Qwen2.5-Coder 14B | 14.8B | Q2_K | 5.8 GB | 24.00 GB | 30.4 GB | +4.8 GB | ~3.7 | llama.cpp | Why |
| Ministral 3 14B | 13.9B | Q2_K | 5.4 GB | 20.00 GB | 26.0 GB | +0.4 GB | ~3.9 | llama.cpp | Why |
Totals = quantised weights + f16 KV cache at 128K tokens + 0.6 GB runtime overhead, against 25.6 GB usable system RAM. Tokens per second are estimated from 51 GB/s peak memory bandwidth at batch 1 — not measured. Read the method.